Technology & AI Transformation

Turning complex technology, data and AI opportunities into scalable systems — from strategy and architecture through deployment and operation.

AI & Data Work How I Think
Timothy Durosawo

From disconnected requests to one connected business system.

From disconnected requests to one connected business system Eight requests arrive in the words clients actually use, from a website or a CTO through to better email. A funnel captures and sorts them, and they leave as eight ordered streams that name what the business actually needs: who, why, how, growth, revenue, system, execution and network, each mapped to the part of the business it governs. The result is a closed system with a chip at its centre, signalling continuously inside its own boundary. YOUR IDEA OUR SYSTEM EXECUTION GO LIVE I need a website I need a CTO Build my product Automate my business Set up my AI Fix our tech Improve our marketing We need better email systems WHO Customers WHY Value HOW Activities GROWTH Channels REVENUE Revenue streams SYSTEM Resources EXECUTION Cost structure NETWORK Partners A business that runs as one system. YOUR IDEA → OUR SYSTEM → EXECUTION → GO LIVE
  1. Your ideaWhat you arrive with, in your own words. A website, a CTO, an app, better email.
  2. Our systemEvery request is captured, sorted and turned into a plan rather than a task list.
  3. ExecutionWho it is for, why, how, growth, revenue, resources, cost and partners. Named, not assumed.
  4. Go liveA business that runs as one system.

What I work on.

Six areas, one discipline: turning a complex technology, data or AI problem into something that runs, and keeps running.

AI Transformation

Practical AI strategy, use cases and production architectures that move past experimentation into something a business can depend on.

Data & Intelligence

Data platforms, ingestion pipelines and knowledge graphs that turn fragmented information into something you can actually decide from.

Technology Strategy

Business objectives translated into roadmaps, architecture decisions, operating models and investment priorities — with the trade-offs named.

Systems Architecture

Scalable design across data, AI, applications, integrations and infrastructure, under real latency budgets, quotas and cost ceilings.

Product & Platform Engineering

Products taken from concept and architecture through implementation, deployment and the continuous improvement that follows.

Technology Leadership

Owning the technical direction, the delivery and the production incidents — as a CTO does, whether or not the title comes with it.

  1. Understand
  2. Strategise
  3. Architect
  4. Build
  5. Deploy
  6. Operate

Strategy with the depth to reach production.

I do not separate strategy from implementation — the architecture has to survive contact with the system, the users, the data and the economics. Everything here is something I designed, shipped, and still maintain, under real latency budgets, provider quotas and cost ceilings. Not demos.

Rippli

Financial intelligence over a continuously updated knowledge graph of companies, people and market events.
Impact OS

A behavioural operating system where programme rules, progression and support are enforced in code.
Data Infrastructure

The ingestion, normalisation and vision-extraction layer feeding the graph.
Content Engine

Multi-tenant automation with deterministic filtering before any model spend.

Products shipped end to end and maintained in production.

InventriNew

Turns any device into a full point of sale terminal.

POSInventoryLow-stock alerts
DirraLive

Study materials become notes, flashcards and timed practice exams.

PDFsFlashcardsAssessment
CerticoLive

A template and a recipient list become hundreds of certificates, delivered.

Bulk generationEmail delivery
FoldrLive

Reclaims disk space by removing space hogs, duplicates and empty folders.

macOSWindowsNativeNo telemetry
GoSlideLive

Projects lyrics, scripture and media from a phone.

MobilePresentationFree
RelicLive

Shared event galleries with guest capture and slideshow playback.

EventsGuest captureGalleries
Architecture & decisions

Written from the work itself.

Technical briefs and field notes from systems in production, written for the people who have to act on them.

All publications Notes